Outlier

What it does

Outlier, from Scale, channels freelance subject experts into model-training tasks — writing, ranking, reviewing — at platform scale. It is the supply side of RLHF seen from the contributor side.

For companies, it means large task throughput. Quality varies by reviewer pool; platforms like this trade scale for consistency management.

Standout features

• Large-scale expert task platform
• Writing, ranking and review tasks
• Flexible contributor pool
• Integrated with Scale's tooling

Best for